age
int64
sex
int64
on_thyroxine
int64
query_on_thyroxine
int64
on_antithyroid_meds
int64
sick
int64
pregnant
int64
thyroid_surgery
int64
I131_treatment
int64
query_hypothyroid
int64
query_hyperthyroid
int64
lithium
int64
goitre
int64
tumor
int64
psych
int64
TSH
float64
T3
float64
TT4
float64
T4U
float64
FTI
float64
TBG
float64
referral_source
int64
target
string
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
2.2
103
0.9
114
30
5
Hypothyroid
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
105
0.87
121
0
5
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.96
1.4
106
0.9
118
0
1
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
2.8
124
1.08
115
0
1
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
141
0.98
145
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
81
0.86
94
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.6
71
0.99
72
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.98
1.9
150
1.03
146
0
3
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
0
0
37
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
130
0.87
149
0
3
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.2
0
105
0.98
107
0
5
Negative
60
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.2
1.6
104
0.99
105
0
3
Negative
36
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.085
4.5
198
1.15
172
0
5
Hyperthyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
0
91
0.77
118
0
5
Negative
62
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.9
2
146
0.95
154
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0.3
61
1.18
52
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.5
108
1.07
101
0
5
Negative
46
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.7
1
105
1
105
0
5
Hyperthyroid
69
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.6
0
180
1.46
123
0
5
Negative
64
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.085
1.5
131
1.08
121
0
5
Negative
38
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.47
1.4
127
0
0
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.5
1.7
127
0.97
131
0
5
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
112
1.06
106
0
3
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
0.4
106
0.68
156
0
3
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
1.5
111
0.73
152
0
5
Negative
45
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.085
0
171
0.88
194
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.7
0
69
0.53
130
0
5
Negative
48
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0.72
1.7
144
1.08
133
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.085
2.1
173
0.93
186
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.91
3.1
102
0.75
136
0
1
Negative
46
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.035
4
131
1
131
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.42
2.1
145
1.02
142
0
5
Negative
64
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.98
1.5
106
0.87
122
0
3
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07
2.3
124
0.82
151
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.87
1.9
120
0.96
125
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
104
1.21
87
0
5
Negative
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
3
109
1.06
103
0
1
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2
132
1.1
120
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.9
79
1.07
74
0
3
Negative
74
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.9
0
0
0
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
1.6
128
1.01
127
0
5
Hypothyroid
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.8
1.4
96
0.99
97
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
0
151
1.14
133
0
5
Negative
46
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.06
2.4
103
1.06
97
0
5
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
2.3
96
0.65
148
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2.1
1.9
142
1.61
88
0
0
Negative
19
0
0
0
0
0
0
0
0
1
1
0
0
0
1
4.1
2.6
124
1.3
95
0
1
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
141
0.75
188
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
114
0.95
120
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.4
85
0.93
91
0
1
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.2
116
1.14
102
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
1.6
99
0.94
105
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0.8
48
0.7
69
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
1.2
108
0.9
120
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.86
1.7
95
0.96
99
0
5
Negative
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.58
0
120
0.93
129
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
2.3
110
1.16
95
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
155
1.33
117
0
5
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.8
96
0.91
106
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.3
118
0.97
120
0
3
Negative
45
0
1
0
0
0
0
0
0
0
0
1
0
0
0
3
0
102
0.88
116
0
1
Negative
33
1
1
0
0
0
0
0
0
0
0
1
0
0
0
1.6
0
85
1.02
83
0
1
Negative
54
0
0
0
0
0
0
0
0
1
0
0
0
0
0
10
2.2
81
1.09
74
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.1
95
0.97
98
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
92
0.86
107
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
104
0.94
111
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
107
1.11
96
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.83
1.4
76
0.74
103
0
1
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.21
0
104
0.95
110
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
114
5
Hyperthyroid
42
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.075
2
99
0.86
115
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2.7
132
1.7
78
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
2.8
92
1.22
75
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.4
116
0.81
143
22
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.4
102
0.71
144
0
3
Negative
73
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.4
0
97
0.87
112
0
3
Hypothyroid
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
3
95
1.34
71
0
5
Negative
69
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.08
2.4
132
0.95
139
0
5
Negative
42
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.07
2.2
138
0.85
162
0
5
Negative
90
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.6
91
0.96
95
0
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.65
2.1
87
0.83
105
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.7
2.6
57
0.94
61
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.74
3.9
148
1.53
97
0
0
Hyperthyroid
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.22
0.8
73
0.75
97
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
2.1
88
0.96
92
0
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
3.2
148
1.14
130
0
1
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.6
114
0.95
120
0
1
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0
60
0.95
63
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.21
2
142
1.03
138
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.83
0
123
1.15
107
0
5
Negative
46
0
1
0
0
0
0
0
1
1
1
0
0
0
0
5.3
1.6
93
0.91
102
0
5
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
34
0
123
1.07
115
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
125
1.16
108
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.9
110
0.93
118
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.78
2.9
137
1.41
97
0
0
Hyperthyroid
78
0
0
0
0
0
0
0
0
1
0
0
0
0
0
4.4
0
120
0.76
158
0
5
Negative
60
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.5
0
137
0.82
167
0
5
Negative
63
1
0
0
0
0
0
0
0
1
0
0
0
0
0
6.7
1.5
101
0.65
155
0
5
Hypothyroid
68
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
103
0.97
106
0
5
Negative